Breast Cancer, Breast Fibroadenoma, Breast Hypoplasia
Conditions
Keywords
cfDNA, Deep learning
Brief summary
The goal of this observational study is to use cfDNA multi-omics technology to explore a new breast cancer early detection model to improve the accuracy of early diagnosis in breast cancer patients. The main questions it aims to answer are: * Evaluate the sensitivity and specificity of the early detection model for breast cancer screening * Evaluate participants' TeFei™ score Participants will be collected peripheral venous blood before surgery or systemic treatment. The blood will then be sent to the collaboration company for sequencing. The collaboration company will analyze the sequencing results and build a cfDNA multi-omics signature library. Finally, the collaboration company will use deep learning algorithms to train and optimize the feature library. Researchers will compare the cancer group with a benign control group to determine the model's effectiveness in differentiating between them.
Interventions
GENETICcfDNA sequencing
Multi-omics sequencing of cfDNA in peripheral venous blood.
Sponsors
OmixScience Institute
Second Affiliated Hospital, School of Medicine, Zhejiang University
Study design
Observational model
CASE_CONTROL
Time perspective
PROSPECTIVE
Eligibility
Sex/Gender
ALL
Age
18 Years to 70 Years
Healthy volunteers
No
Inclusion criteria
1. Patients ≥18 years old and ≤70 years old; 2. Plasma of the participant can be obtained; 3. Willing to sign the informed consent; 4. Meet one of the following criteria: 4.1)Patients diagnosed with invasive breast cancer or carcinoma in situ of the breast for the first time; 4.2)Patients with breast fibroma or breast adenosis and breast fibrocystic hyperplasia;
Exclusion criteria
In any of the following situations, subjects should not participate in the trial: 1. Pregnant or lactating; 2. Unable to obtain the participant's plasma; 3. Patients with other types of malignant tumors diagnosed by pathology within 5 years before enrollment; 4. The patients had suspected imaging (B-ultrasound, CT, etc.) of other malignant tumors within the past 1 year after enrollment, but no pathological confirmation; 5. Received any blood product transfusion in the past 30 days; 6. Participants considered by the investigator to be inappropriate to participate in this research-type clinical trial.
Design outcomes
Primary
| Measure | Time frame | Description |
|---|---|---|
| Evaluate the sensitivity and specificity of the early detection model for breast cancer screening | 1 year from enrollment | Peripheral blood samples were collected during routine physical examinations for healthy volunteers and prior to surgery for cancer patients. The blood samples were drawn and placed into cfDNA preservation tubes (Ardent BioMed, Guangdong, China, Cat. # BY10240301). After collection, the fresh blood was subjected to an initial centrifugation at 1,600 × g for 10 minutes at 4°C, allowing the plasma supernatant to be carefully separated via pipetting. This plasma was then centrifuged again at 16,000 × g for 10 minutes at 4°C to remove any residual debris. The resulting plasma supernatant was then carefully collected and stored at -80°C. The preserved plasma samples were subsequently transported on dry ice to the central laboratory at OmixScience Research Institute (Hangzhou, China). |
Secondary
| Measure | Time frame | Description |
|---|---|---|
| Evaluate participants' TeFei™ score | 60 days | This test is based on the expression level of key genes in the cfDNA tumor of the participant's blood sample, and the relative expression level of these genes is calculated to obtain a score. This score is called the TeFei™ Score and usually ranges from 0 to 100, with a higher score indicating a higher tumor burden in the patient. |
Countries
China
Outcome results
None listed